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Jeff Bezos Backs Cambridge AI Start-Up CuspAI in $400m Round at $2.6bn

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Jeff Bezos Backs Cambridge AI Start-Up CuspAI in $400m Round at $2.6bn

Jeff Bezos has thrown his weight behind one of Cambridge’s most closely watched artificial intelligence ventures, joining a $400 million fundraising that values materials-discovery specialist CuspAI at $2.6 billion.

The Amazon founder is backing the company through Bezos Expeditions, the private investment vehicle he created in 2005 to manage his fortune and which has previously taken stakes in Twitter, Uber and Airbnb. According to the Financial Times, which first reported the deal, Bezos is investing alongside Kleiner Perkins, the Silicon Valley venture capital firm. The round more than quadruples the valuation CuspAI carried last September, when it was worth $520 million.

CuspAI was founded in 2024 by Chad Edwards, who had previously built a quantum computing unicorn, and Max Welling, a professor of machine learning at the University of Amsterdam. Its advisory bench is formidable: it counts among its counsel Yann LeCun and Geoffrey Hinton, the 2024 Nobel laureate often described as a godfather of modern AI, two of the most influential researchers in the field.

The company’s pitch is, in essence, a search engine for matter. Rather than relying on the slow, costly trial and error that has long defined materials science, CuspAI lets customers specify the properties they need, then uses its models to assemble candidate molecular and atomic structures and test them inside a digital simulation. The promise is a development cycle measured in months rather than decades.

That ambition is already drawing serious customers. ASML and Meta are among the businesses using the platform to hunt for new materials, and last month CuspAI said it had worked with Kemira, a Finnish chemicals group, on materials capable of stripping so-called “forever chemicals” from water. Kemira is now pressing ahead with 20 candidates, having sifted through 300 trillion possible structures over six months, a scale of exploration that would be unthinkable by conventional laboratory methods.

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The raise lands amid a striking run of form for British AI. It follows substantial rounds for PhysicsX and for Ineffable Intelligence, the London venture that recently secured Europe’s largest-ever seed round. In the first quarter of this year, UK AI start-ups raised $5.8 billion between them, more than France, Germany and the Netherlands combined, a figure that lends fresh credibility to ministers’ claims that Britain can compete at the frontier.

Bezos himself has been making the case for the technology in unusually bullish terms. Speaking at a conference in Paris, he dismissed fears that AI would render workers obsolete. “I know there’s a lot of concern that many people have, including many smart people, that AI is going to make humans redundant and so on,” he said. “I totally disagree with this point of view. I think, in fact, AI is going to create a labour shortage.” It is a theme that runs through his wider portfolio of bets on applied AI, from scientific research to the engineering-focused venture Project Prometheus he has been quietly assembling.

For Cambridge, the deal is further evidence that the cluster’s reputation for deep science is translating into the kind of capital that keeps fast-growing companies on British soil, a concern that has shadowed the sector even as investment in homegrown AI infrastructure accelerates. For the broader economy, it is a reminder that the next generation of AI value may lie not in chatbots but in the unglamorous, high-stakes business of inventing the materials on which physical industries depend.

CuspAI declined to comment. Kleiner Perkins and Bezos Expeditions did not respond to a request for comment.

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BHP Flags $2.3 Billion Potash Write-Down as Costs Rise

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BHP Flags $2.3 Billion Potash Write-Down as Costs Rise

BHP Group said it expects to write down the value of its giant potash project in Canada by roughly $2.3 billion, as it announced another cost overrun on a mine that is set to become one of the biggest sources of the fertilizer ingredient globally.

The company said Thursday that it now expects an expansion of the Jansen project in Canada’s Saskatchewan province to cost $6.9 billion, up from an estimate of $4.9 billion when it approved the second-stage development in 2023.

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Thomas Kean Jr. makes multiple stock transactions, including Amcor plc and EQT Corporation

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Thomas Kean Jr. makes multiple stock transactions, including Amcor plc and EQT Corporation

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Dave & Buster’s: Arcade Inflation Is Breaking The Value Equation (NASDAQ:PLAY)

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Dave & Buster's: Arcade Inflation Is Breaking The Value Equation (NASDAQ:PLAY)

This article was written by

I’m an equity analyst and founder of Goulart’s Restaurant Stocks, a research firm focused on the U.S. restaurant industry — from quick-service and fast casual to fine dining and niche concepts. I lead all thematic research and valuation efforts, applying advanced financial modeling, sector-specific KPIs, and strategic insights to uncover hidden value across public equities. In addition to restaurants, I cover consumer discretionary, food & beverage, casinos & gaming, and IPOs, with a particular focus on micro and small caps that are often overlooked by mainstream analysts. My research has been featured on Seeking Alpha, Yahoo Finance, Mises Institute, Investing.com and other plataforms. My background combines hands-on experience in finance and business management with academic foundations. I hold an MBA in Controllership and Accounting Forensics, a Bachelor’s in Business Administration. I’ve also pursued specialized training in valuation, financial modeling, and restaurant operations (I had a brief experience as an undergraduate as a franchise partner for a regional ice cream shop).

Analyst’s Disclosure: I/we have no stock, option or similar derivative position in any of the companies mentioned, and no plans to initiate any such positions within the next 72 hours. I wrote this article myself, and it expresses my own opinions. I am not receiving compensation for it (other than from Seeking Alpha). I have no business relationship with any company whose stock is mentioned in this article.

Seeking Alpha’s Disclosure: Past performance is no guarantee of future results. No recommendation or advice is being given as to whether any investment is suitable for a particular investor. Any views or opinions expressed above may not reflect those of Seeking Alpha as a whole. Seeking Alpha is not a licensed securities dealer, broker or US investment adviser or investment bank. Our analysts are third party authors that include both professional investors and individual investors who may not be licensed or certified by any institute or regulatory body.

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Who had the best World Cup advert?

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Nike logo, Adidas logo, thinking face

BBC Sport looks at the numbers behind both Nike and Adidas’ World Cup adverts.

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Search Firm Pathfinders Breached, Exposing Board-Level Candidate Files for Clients

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The UK private sector is experiencing its lowest employment levels in a decade, as hiring decisions are clouded by uncertainty surrounding economic prospects amidst high interest rates and sluggish consumer demand.

Pathfinders, an UK executive search and board advisory firms led by Bruce and Penelope Wright is reported to have suffered a significant cyberattack in which intruders accessed and exfiltrated confidential candidate records, including succession plans and compensation data tied to some of its largest corporate clients.

The breach is notable less for its scale than for the sensitivity of what was taken. Executive search firms sit on some of the most closely guarded information in corporate life — confidential dossiers on who might next run a major company, what they are paid, and which directors are quietly being moved on. A leak of that material strikes directly at the discretion these firms sell.

What is known

Although significant amounts of data from Pathfinder has been published on the darkweb, the company has done no disclosure of the breach and none of the affected clients and individuals have been notified.

People familiar with the investigation, who spoke on condition of anonymity because they were not authorised to discuss it, said the intrusion appeared to have begun with compromised credentials which were then used to reach the firm’s candidate-management system. The attackers are believed to have had access for several weeks before detection — a dwell time the firm has not publicly confirmed.

A ransomware group operating under the name “BlackVellum” has claimed responsibility on the dark web. Whether a ransom had been demanded or paid is not known. The claim could not be independently verified, and attribution at this stage remains tentative.

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Whose data was exposed

The exposed material include candidate CVs, references, psychometric and leadership assessments, interview notes, and compensation details, as well as confidential board succession plans prepared for client companies.

For candidates, the exposure carries a particular sting: there is more than one senior cybersecurity executive whose personal data is now in circulation on the dark web and several other candidates had off-market conversations their current employers do not know about. For client companies, the leak risks revealing internal succession thinking — including which incumbents are being lined up to replace, and on what terms.

Regulatory and legal exposure

There is no indication that Pathfinder had notified the Information Commissioner’s Office, the UK’s data protection regulator. Under UK GDPR, organisations must report a qualifying personal-data breach within 72 hours of becoming aware of it, and can face fines of up to 4 percent of global annual turnover for serious failings. Legal specialists said the firm could also face claims from affected individuals and contractual disputes with clients whose data-handling expectations were not met.

The incident is likely to draw scrutiny of what security assurances Pathfinder gave clients in its engagement contracts, and whether its actual controls matched them — a gap that has proven costly for other professional-services firms.

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What the experts say

Security analysts said the case fits a wider pattern in which attackers increasingly target professional-services firms not for their own sake but as a route to their high-value clients. “A search firm is a concentration point,” one cyber risk consultant said. “Compromise one boutique and you potentially gain intelligence on dozens of major companies at once.”

Others pointed to the supply-chain entry point as the recurring weak link. Smaller advisory firms often hold exceptionally sensitive data while running leaner security operations than the corporations they serve, making them an attractive target.

What remains unresolved

Key questions are still open: how the credentials were obtained, exactly how long the attackers were inside, the full list of affected clients, and whether the stolen files will be published.

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Brent set for 8% weekly fall as Israel, Hezbollah agree ceasefire

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Brent set for 8% weekly fall as Israel, Hezbollah agree ceasefire


Brent set for 8% weekly fall as Israel, Hezbollah agree ceasefire

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Manchester Named UK’s Top City for Women Entrepreneurs Outside London

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Manchester Named UK's Top City for Women Entrepreneurs Outside London

Manchester has been named the leading UK city outside London to start a business, according to new research from National Women’s Enterprise Week, in findings that point to the growing pull of regional “hidden hubs” for women building companies away from the capital.

The survey of 1,000 female entrepreneurs found that 41 per cent named Manchester as either the best or second-best UK city outside London to launch a venture, with one in four (27 per cent) putting it in top spot. Birmingham followed on 14 per cent, with Liverpool on 5 per cent.

The picture that emerges is of women-led enterprise increasingly being built beyond the M25, with founders citing lower costs, greater flexibility and stronger regional opportunity as reasons to stay put. It is a trend already visible elsewhere in the country, with female entrepreneurship booming in the North East as well as across the North West.

National Women’s Enterprise Week was founded by Alison Cork MBE as a UK-wide campaign to help close the gender gap in business ownership. Around one in five UK businesses is currently woman-led, a figure that has climbed from 16 per cent in 2018 but still lags well behind the ambition set out in the government-backed Rose Review of Female Entrepreneurship, which set a target of nearly 600,000 more women founders by 2030.

The research, carried out by Sapio Research, set out to test whether funding, visibility and networks are keeping pace with where women-led businesses are actually being built. While London remains a critical centre for finance and dealmaking, the findings suggest that London-centric assumptions about growth risk disadvantaging founders who are choosing, deliberately, to build viable businesses elsewhere.

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More than half (52 per cent) of women entrepreneurs agree that building a business outside London offers greater opportunity, while the same proportion say lower costs are among the top benefits of basing a company beyond the capital.

Yet the old hierarchy has not gone away. Nearly six in ten (58 per cent) agree that businesses based in London are taken more seriously than those outside it, and 61 per cent believe a London address signals that a business is well-established or successful. Perception, in other words, has not caught up with practice.

If anything, that bias runs deeper among those writing the cheques. A separate survey of 200 business investors who have backed UK firms found that 78 per cent agree London-based businesses are taken more seriously, while 80 per cent say a London address signals success. More than half (52 per cent) have at some point required or encouraged a company they invest in to relocate to the capital.

Among women founders based outside London, more than a third (37 per cent) say they have felt pressure to move in order to grow. The majority, though, have no wish to leave: 76 per cent say that, if funding, visibility and opportunity were equal across the UK, they would still choose to base their business exactly where it is today.

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That tension, between where capital expects success to happen and where founders are choosing to build it, sits at the heart of the funding debate. It is a theme that runs through wider concerns about the gender finance gap, including evidence that women founders secure 25 per cent less than men at exit.

Alison Cork, founder of National Women’s Enterprise Week, said Manchester topping the list was significant, but that the bigger story lay in what it revealed about the changing geography of British enterprise.

“Women are building ambitious businesses in cities, towns and communities across the country, not just in London,” she said. “The opportunity is already there, but visibility, networks and investment have not always kept pace.

“What this research reveals is a tension between where founders see opportunity and where many people still believe success is supposed to happen. We need to stop thinking of regional growth as an alternative to London and start recognising it as a major driver of the UK’s entrepreneurial economy.”

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That argument aligns with the direction of national policy. The government’s Women-Led High-Growth Enterprise Taskforce has likewise pressed for investment and support to reach female founders wherever they are based, rather than concentrating opportunity in the South East.

The research also underlines how much support remains out of reach. Only 35 per cent of women entrepreneurs say they have all the access and backing they need, while 42 per cent say they have some but could do with more. A lack of funding and low visibility are the joint top challenges founders face in growing a business from their current location, each cited by 27 per cent, echoing the squeeze that has seen some female entrepreneurs take on second jobs as 2025 pressures grow.

The findings are being released to coincide with National Women’s Enterprise Week’s Own It: Speed Mentoring for Female Founders event on 19 June 2026, which is built around improving access to practical support, mentoring, networks and visibility for women founders across the UK.


Amy Ingham

Amy is a newly qualified journalist specialising in business journalism at Business Matters with responsibility for news content for what is now the UK’s largest print and online source of current business news.

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Vanguard report shows 401(k) balances hit highs as automatic enrollment spikes

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Why your 401(k) target date fund could be limiting growth potential

Americans’ contributions to their 401(k) savings accounts hit record highs in 2025, according to a new report from Vanguard. 

Among employees with active 401(k) accounts in both December 2024 and December 2025, median account balances increased by 27%, according to the report, titled How America Saves 2026

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Of those same participants, 94% saw an increase in their account balances, reflecting both a rise in contributions and strong returns from markets, according to the report. 

COULD THE VANGUARD S&P 500 ETF BE YOUR TICKET TO BECOMING A STOCK MARKET MILLIONAIRE?

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The average account balance for a Vanguard 401(k) was $167,970 in 2025, a near $20,000 increase from the 2024 average of $148,153. The median account balance, meanwhile, also increased year over year, rising from $38,176 in 2024 to $44,115 in 2025. 

One factor the report cites as a potential impact on the higher contributions is a shift in automatic employee enrollment. 

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BEWARE THE TICKING TIME BOMB HIDING IN YOUR 401(K)

Some employers have shifted to automatically enrolling employees in 401k plans, with the share of Vanguard-defined contribution plans using automatic enrollment sitting at 61% in 2025 compared with just 10% in 2006. 

By reframing an employee’s decision into opting out, rather than voluntarily opting in, employers encourage significantly stronger participation in retirement plans, according to the report. 

“With an autopilot design, individuals are automatically enrolled into the plan, their deferral rates are automatically increased each year, and their contributions are automatically invested in a balanced investment strategy. In such a plan, the decision to save is framed negatively: ‘Quit the plan if you’d like.’ And ’doing nothing; leads to participation in the plan and investment of assets in a long-term retirement portfolio,” the report states.

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American flags on the floor at the New York Stock Exchange in New York, on Aug. 18, 2025. (Michael Nagle/Bloomberg via Getty Images)

Employees deferred a similar percentage of their total incomes into plans in 2025 when compared with 2024, though deferral rates have broadly trended up in the last decade.

LABOR DEPARTMENT’S PROPOSAL IS A ‘HUGE STEP’ FOR YOUR 401(K), BLACKROCK’S NEFOUSE SAYS

The average deferral was 7.6% of an employee’s income in 2025, the same as it was in 2024, per the report. The median rate was 6.6% in 2025 compared with 6.7% in 2024. 

A quarter of all participants had a deferral rate of over 10% of their incomes. That compared with just 20% of participants deferring more than a tenth of their income in 2016, the report noted.  

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The report wasn’t all positive. Hardship withdrawals increased for the fourth straight year, rising to 6% in 2025 from 5% the previous year. While the report cited potential pressures from inflation and other economic challenges, it also noted that a recent streamlining in the process to apply for hardship withdrawals has “made retirement assets more accessible in times of need.”

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Bitcoin trapped between $62,300-$64,600: Live levels

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Bitcoin trapped between $62,300-$64,600: Live levels

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Northern Small Cap Index Fund Q1 2026 Commentary (Mutual Fund:NSIDX)

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Northern Small Cap Index Fund Q1 2026 Commentary (Mutual Fund:NSIDX)

Northern Trust Asset Management is a global investment manager that helps investors navigate changing market environments in efforts to realize their long-term objectives.

Entrusted with $1.2 trillion in assets under management as of March 31, 2024, we understand that investing ultimately serves a greater purpose and believe investors should be compensated for the risks they take — in all market environments and any investment strategy. That’s why we combine robust capital markets research, expert portfolio construction and comprehensive risk management in an effort to craft innovative and efficient solutions that seek to deliver targeted investment outcomes.

As engaged contributors to our communities, we consider it a great privilege to serve our investors and our communities with integrity, respect and transparency.

Northern Trust Asset Management is composed of Northern Trust Investments, Inc., Northern Trust Global Investments Limited, Northern Trust Fund Managers (Ireland) Limited, Northern Trust Global Investments Japan, K.K., NT Global Advisors, Inc., 50 South Capital Advisors, LLC, Northern Trust Asset Management Australia Pty Ltd, and investment personnel of The Northern Trust Company of Hong Kong Limited and The Northern Trust Company. Note: This account is not managed or monitored by Northern Trust Asset Management, and any messages sent via Seeking Alpha will not receive a response. For inquiries or communication, please use Northern Trust Asset Management’s official channels.

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